Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "57"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 57 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 65 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 63 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 57, Node N04:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459881 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 40.209859 1.145824 29.269461 -0.705626 11.255776 0.748074 7.977815 3.206537 0.5812 0.7448 0.3228 nan nan
2459880 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 49.841228 1.505108 23.800854 -0.299972 3.963796 0.084788 2.743717 1.479996 0.5214 0.6992 0.3814 nan nan
2459879 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 29.240763 1.229199 4.242570 0.349090 -0.267649 1.184155 4.297827 3.819621 0.5051 0.6941 0.3960 nan nan
2459878 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 44.668894 1.148718 26.855024 -0.366609 7.292916 0.967173 13.765154 6.233320 0.5235 0.7009 0.3962 nan nan
2459876 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 46.444272 0.352157 24.373738 3.480222 19.466392 1.793996 3.825441 4.302258 0.5317 0.6951 0.3816 nan nan
2459875 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 52.255170 0.009883 27.778534 -0.478278 6.351204 0.895268 2.086627 0.584210 0.5495 0.7197 0.3816 nan nan
2459874 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 72.028951 0.167398 14.197657 -0.510522 8.918101 1.497947 4.024960 1.198613 0.5333 0.6911 0.3719 nan nan
2459873 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 54.283079 -0.357169 22.078712 2.544471 3.770074 0.276791 1.306842 0.265736 0.5451 0.6956 0.3613 nan nan
2459872 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 48.027185 -0.963956 27.877894 2.937702 11.136190 2.193500 2.621071 0.459425 0.5254 0.6949 0.3800 nan nan
2459871 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 38.590554 -0.882381 30.126226 3.018835 10.988053 1.835409 1.240114 0.238469 0.5381 0.6914 0.3738 nan nan
2459870 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 62.171702 -0.458307 22.550184 2.567899 4.738402 1.152721 5.989090 3.330254 0.5523 0.7047 0.3663 nan nan
2459869 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 52.461980 0.330247 19.507780 -0.641789 7.806302 -0.618800 2.651301 0.431627 0.5669 0.7230 0.3589 nan nan
2459868 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 57.139856 0.217640 32.130971 -0.820618 4.708712 0.595309 4.955229 1.166883 0.5396 0.6969 0.3737 nan nan
2459867 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 41.106577 -0.208978 24.646445 -0.710658 2.585251 -0.141984 3.332743 0.365816 0.5519 0.7012 0.3721 nan nan
2459866 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 45.515167 1.057018 23.472866 -0.128610 3.614185 0.370998 2.694087 0.666836 0.5523 0.7038 0.3672 nan nan
2459865 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 52.593419 0.283118 27.624937 -0.921565 12.072345 0.955807 5.928052 -0.621169 0.5806 0.7222 0.3397 nan nan
2459864 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 63.548423 1.472719 9.248763 -1.234117 3.872391 0.868306 6.443974 1.830348 0.5489 0.6933 0.3759 nan nan
2459863 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 40.067374 -0.442225 3.680146 0.625315 1.418954 0.999206 3.405504 0.877705 0.5363 0.6817 0.3743 nan nan
2459862 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 43.981025 1.027547 10.108803 -1.451380 5.298866 2.673445 1.940144 0.146458 0.5146 0.7168 0.3956 nan nan
2459861 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 26.281573 0.197462 3.241604 0.853170 5.356109 0.845550 32.631318 0.703756 0.5997 0.7003 0.3963 nan nan
2459860 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 34.111204 0.393533 7.975365 -1.212157 6.553416 0.646899 3.480158 -0.039734 0.5757 0.6974 0.3785 nan nan
2459859 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 28.938335 0.882138 3.192837 0.274814 0.440004 0.462559 5.135843 0.068230 0.5740 0.6969 0.3803 nan nan
2459858 RF_maintenance 100.00% 0.54% 0.00% 0.00% 100.00% 0.00% 31.781350 1.009930 3.352906 0.145418 0.348913 1.405336 3.990292 0.569668 0.5835 0.7059 0.3839 3.792097 2.454487
2459857 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459856 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 43.119702 0.758320 7.756465 -1.093653 2.334576 -0.314211 2.512846 0.897478 0.5699 0.7193 0.3786 4.664119 2.556381
2459855 RF_maintenance 100.00% 2.30% 0.00% 0.00% 100.00% 0.00% 49.794826 0.116584 9.837840 0.335016 1.024752 -0.793545 2.151155 -0.198966 0.5384 0.7334 0.4104 3.042334 2.784432
2459854 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 51.256143 0.239176 6.836899 -0.224547 6.859598 -0.508877 17.369447 0.558575 0.5700 0.7574 0.4260 2.943390 2.453083
2459853 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 37.624586 0.633306 7.857053 -0.011644 3.335563 -0.286635 5.689099 0.534105 0.6021 0.7071 0.3860 4.458444 2.685874
2459852 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 13.538868 1.068060 10.654446 -0.724138 6.290180 0.359654 11.907650 -1.010783 0.7383 0.8539 0.2289 7.353240 4.130041
2459851 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 32.701876 -0.802285 8.254356 0.024611 11.832305 0.464060 9.110873 -0.164948 0.6350 0.7679 0.3267 5.251339 3.428478
2459850 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 38.129192 0.591203 7.156057 -0.122113 6.283682 0.200816 7.609892 1.123278 0.6093 0.7713 0.3361 3.754929 2.423360
2459849 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 41.974862 0.759886 17.876924 -0.040405 3.791754 0.256729 6.645697 2.224956 0.6075 0.7641 0.3426 4.121926 2.895757
2459848 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 40.375309 1.080397 10.605565 1.854619 7.160995 0.252455 3.108833 0.622519 0.5743 0.7636 0.3672 3.227020 2.760799
2459847 RF_maintenance 100.00% 3.76% 0.00% 0.00% 100.00% 0.00% 43.812050 0.678705 7.731519 -0.715950 7.331711 0.716317 9.682553 0.118626 0.5803 0.6991 0.4012 3.775459 2.833082
2459846 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 37.333429 0.826479 12.837631 0.811353 8.768892 2.370139 11.437697 0.780392 0.7600 0.6981 0.3857 4.262421 2.870334
2459845 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 48.164072 0.941380 14.439773 1.981042 5.123085 0.778799 3.601151 0.231211 0.5934 0.7658 0.3655 4.877142 9.150308
2459844 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 3.557460 0.911637 -0.309295 1.803977 3.311608 -0.217249 6.789452 -1.177304 0.0293 0.0263 0.0022 nan nan
2459843 RF_maintenance 100.00% 1.20% 0.66% 0.00% 100.00% 0.00% 55.185849 0.520442 5.401220 1.614225 9.199928 0.522061 2.345635 1.137458 0.5966 0.7702 0.3725 6.199082 4.235744
2459840 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 2.272253 2.619958 -0.499442 0.342779 -0.950273 -1.049960 -0.010017 -0.258839 0.7404 0.8307 0.8009 nan nan
2459839 RF_maintenance 0.00% - - - - - -0.096804 -0.263088 -1.043329 1.311894 0.543853 -0.245044 -0.160606 -0.608106 nan nan nan nan nan
2459838 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 58.301410 83.628423 63.256506 69.746276 60.058294 69.085117 577.857305 616.726658 0.0183 0.0167 0.0014 1.080064 1.077981
2459836 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0421 0.0359 0.0049 nan nan
2459835 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 1.979614 -1.362596 1.422190 -0.318234 -0.466979 -0.386789 -0.385043 -0.014130 0.0412 0.0351 0.0033 nan nan
2459833 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 2.326651 -0.751501 -0.053379 -1.153095 1.176306 3.827846 2.232919 0.207740 0.0397 0.0355 0.0052 nan nan
2459832 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 52.385012 -0.621665 7.804106 1.726837 9.472987 -0.256581 6.409423 0.898648 0.1158 0.0843 0.0187 1.209536 1.212818
2459831 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - -0.229600 -0.439949 4.709024 2.703703 2.573753 1.900663 0.604808 -0.195424 0.0427 0.0459 0.0078 nan nan
2459830 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 49.170711 -0.618348 11.393398 2.644989 20.964648 1.196897 12.307146 1.307550 0.1200 0.0697 0.0170 1.234562 1.239000
2459829 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 63.536297 0.093389 10.764298 0.319359 14.447397 -0.272346 14.994163 6.959132 0.1094 0.0790 0.0232 12.614907 24.542665
2459828 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 36.581251 -0.272343 10.066689 1.841372 16.428973 2.929756 13.737570 4.650430 0.1146 0.0745 0.0180 1.238395 1.253940
2459827 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 48.334575 -0.274425 10.582060 3.432361 11.447484 -0.001403 2.443265 1.534613 0.1119 0.0768 0.0242 1.168364 1.169557
2459826 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459825 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 36.653906 -0.328046 10.520466 1.665801 12.317937 1.229100 1.012685 0.285645 0.1258 0.0898 0.0243 1.255158 1.235506
2459824 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 45.120606 -0.403499 7.246983 2.457348 3.950301 -0.026168 5.337314 5.164208 0.1087 0.0807 0.0316 1.160059 1.167462
2459823 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.749726 -0.917430 15.967771 2.461596 13.280491 2.190056 20.948857 7.199814 0.1144 0.0843 0.0251 0.856762 0.856478
2459822 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 32.628819 -1.093990 14.026791 2.521759 11.282870 1.495692 3.690788 1.645296 0.1234 0.1007 0.0235 1.176799 1.177095
2459821 RF_maintenance 100.00% 11.29% 11.29% 0.00% 100.00% 0.00% 35.086668 -1.403747 16.755333 0.567621 7.862217 0.773151 -0.680038 -0.638820 0.6146 0.5952 0.3068 5.974096 3.094289
2459820 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 46.247154 -0.914049 10.789767 2.985319 31.535230 1.455193 8.460077 10.621224 0.6482 0.7083 0.3555 4.698082 3.467920
2459817 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 29.645983 -0.435206 14.125798 1.979171 11.625131 2.643756 1.143964 0.713251 0.7125 0.6968 0.3521 4.990711 2.373038
2459816 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459815 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 27.131631 -1.638879 18.472531 0.265281 16.974436 0.702329 18.125497 1.340584 0.7070 0.7042 0.3709 5.266770 3.043185
2459814 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 56.623890 -2.097081 11.182618 0.569005 37.951611 0.752154 18.940491 3.867694 0.6655 0.7243 0.3681 13.102847 10.527397

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 57: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 40.209859 1.145824 40.209859 -0.705626 29.269461 0.748074 11.255776 3.206537 7.977815

Antenna 57: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 49.841228 1.505108 49.841228 -0.299972 23.800854 0.084788 3.963796 1.479996 2.743717

Antenna 57: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 29.240763 1.229199 29.240763 0.349090 4.242570 1.184155 -0.267649 3.819621 4.297827

Antenna 57: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 44.668894 1.148718 44.668894 -0.366609 26.855024 0.967173 7.292916 6.233320 13.765154

Antenna 57: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 46.444272 46.444272 0.352157 24.373738 3.480222 19.466392 1.793996 3.825441 4.302258

Antenna 57: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 52.255170 52.255170 0.009883 27.778534 -0.478278 6.351204 0.895268 2.086627 0.584210

Antenna 57: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 72.028951 72.028951 0.167398 14.197657 -0.510522 8.918101 1.497947 4.024960 1.198613

Antenna 57: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 54.283079 54.283079 -0.357169 22.078712 2.544471 3.770074 0.276791 1.306842 0.265736

Antenna 57: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 48.027185 -0.963956 48.027185 2.937702 27.877894 2.193500 11.136190 0.459425 2.621071

Antenna 57: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 38.590554 -0.882381 38.590554 3.018835 30.126226 1.835409 10.988053 0.238469 1.240114

Antenna 57: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 62.171702 62.171702 -0.458307 22.550184 2.567899 4.738402 1.152721 5.989090 3.330254

Antenna 57: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 52.461980 52.461980 0.330247 19.507780 -0.641789 7.806302 -0.618800 2.651301 0.431627

Antenna 57: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 57.139856 57.139856 0.217640 32.130971 -0.820618 4.708712 0.595309 4.955229 1.166883

Antenna 57: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 41.106577 41.106577 -0.208978 24.646445 -0.710658 2.585251 -0.141984 3.332743 0.365816

Antenna 57: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 45.515167 1.057018 45.515167 -0.128610 23.472866 0.370998 3.614185 0.666836 2.694087

Antenna 57: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 52.593419 52.593419 0.283118 27.624937 -0.921565 12.072345 0.955807 5.928052 -0.621169

Antenna 57: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 63.548423 1.472719 63.548423 -1.234117 9.248763 0.868306 3.872391 1.830348 6.443974

Antenna 57: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 40.067374 40.067374 -0.442225 3.680146 0.625315 1.418954 0.999206 3.405504 0.877705

Antenna 57: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 43.981025 43.981025 1.027547 10.108803 -1.451380 5.298866 2.673445 1.940144 0.146458

Antenna 57: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Temporal Discontinuties 32.631318 0.197462 26.281573 0.853170 3.241604 0.845550 5.356109 0.703756 32.631318

Antenna 57: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 34.111204 34.111204 0.393533 7.975365 -1.212157 6.553416 0.646899 3.480158 -0.039734

Antenna 57: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 28.938335 28.938335 0.882138 3.192837 0.274814 0.440004 0.462559 5.135843 0.068230

Antenna 57: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 31.781350 1.009930 31.781350 0.145418 3.352906 1.405336 0.348913 0.569668 3.990292

Antenna 57: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 57: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 43.119702 43.119702 0.758320 7.756465 -1.093653 2.334576 -0.314211 2.512846 0.897478

Antenna 57: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 49.794826 0.116584 49.794826 0.335016 9.837840 -0.793545 1.024752 -0.198966 2.151155

Antenna 57: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 51.256143 0.239176 51.256143 -0.224547 6.836899 -0.508877 6.859598 0.558575 17.369447

Antenna 57: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 37.624586 0.633306 37.624586 -0.011644 7.857053 -0.286635 3.335563 0.534105 5.689099

Antenna 57: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 13.538868 13.538868 1.068060 10.654446 -0.724138 6.290180 0.359654 11.907650 -1.010783

Antenna 57: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 32.701876 32.701876 -0.802285 8.254356 0.024611 11.832305 0.464060 9.110873 -0.164948

Antenna 57: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 38.129192 38.129192 0.591203 7.156057 -0.122113 6.283682 0.200816 7.609892 1.123278

Antenna 57: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 41.974862 41.974862 0.759886 17.876924 -0.040405 3.791754 0.256729 6.645697 2.224956

Antenna 57: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 40.375309 1.080397 40.375309 1.854619 10.605565 0.252455 7.160995 0.622519 3.108833

Antenna 57: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 43.812050 0.678705 43.812050 -0.715950 7.731519 0.716317 7.331711 0.118626 9.682553

Antenna 57: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 37.333429 37.333429 0.826479 12.837631 0.811353 8.768892 2.370139 11.437697 0.780392

Antenna 57: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 48.164072 0.941380 48.164072 1.981042 14.439773 0.778799 5.123085 0.231211 3.601151

Antenna 57: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Temporal Discontinuties 6.789452 3.557460 0.911637 -0.309295 1.803977 3.311608 -0.217249 6.789452 -1.177304

Antenna 57: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 55.185849 0.520442 55.185849 1.614225 5.401220 0.522061 9.199928 1.137458 2.345635

Antenna 57: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance nn Shape 2.619958 2.272253 2.619958 -0.499442 0.342779 -0.950273 -1.049960 -0.010017 -0.258839

Antenna 57: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance nn Power 1.311894 -0.263088 -0.096804 1.311894 -1.043329 -0.245044 0.543853 -0.608106 -0.160606

Antenna 57: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance nn Temporal Discontinuties 616.726658 83.628423 58.301410 69.746276 63.256506 69.085117 60.058294 616.726658 577.857305

Antenna 57: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 1.979614 -1.362596 1.979614 -0.318234 1.422190 -0.386789 -0.466979 -0.014130 -0.385043

Antenna 57: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance nn Temporal Variability 3.827846 -0.751501 2.326651 -1.153095 -0.053379 3.827846 1.176306 0.207740 2.232919

Antenna 57: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 52.385012 52.385012 -0.621665 7.804106 1.726837 9.472987 -0.256581 6.409423 0.898648

Antenna 57: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Power 4.709024 -0.229600 -0.439949 4.709024 2.703703 2.573753 1.900663 0.604808 -0.195424

Antenna 57: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 49.170711 49.170711 -0.618348 11.393398 2.644989 20.964648 1.196897 12.307146 1.307550

Antenna 57: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 63.536297 0.093389 63.536297 0.319359 10.764298 -0.272346 14.447397 6.959132 14.994163

Antenna 57: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 36.581251 -0.272343 36.581251 1.841372 10.066689 2.929756 16.428973 4.650430 13.737570

Antenna 57: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 48.334575 48.334575 -0.274425 10.582060 3.432361 11.447484 -0.001403 2.443265 1.534613

Antenna 57: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 57: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 36.653906 -0.328046 36.653906 1.665801 10.520466 1.229100 12.317937 0.285645 1.012685

Antenna 57: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 45.120606 45.120606 -0.403499 7.246983 2.457348 3.950301 -0.026168 5.337314 5.164208

Antenna 57: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 26.749726 -0.917430 26.749726 2.461596 15.967771 2.190056 13.280491 7.199814 20.948857

Antenna 57: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 32.628819 32.628819 -1.093990 14.026791 2.521759 11.282870 1.495692 3.690788 1.645296

Antenna 57: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 35.086668 -1.403747 35.086668 0.567621 16.755333 0.773151 7.862217 -0.638820 -0.680038

Antenna 57: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 46.247154 46.247154 -0.914049 10.789767 2.985319 31.535230 1.455193 8.460077 10.621224

Antenna 57: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 29.645983 29.645983 -0.435206 14.125798 1.979171 11.625131 2.643756 1.143964 0.713251

Antenna 57: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 57: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 27.131631 -1.638879 27.131631 0.265281 18.472531 0.702329 16.974436 1.340584 18.125497

Antenna 57: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance nn Shape nan nan nan nan nan nan nan nan nan

Antenna 57: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 56.623890 -2.097081 56.623890 0.569005 11.182618 0.752154 37.951611 3.867694 18.940491
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